Overview
Brought to you by YData
Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 129 |
| Missing cells | 13 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 24.7 KiB |
| Average record size in memory | 196.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 18 |
| Boolean | 4 |
calidad_de_agua is highly overall correlated with ica | High correlation |
campaña is highly overall correlated with cd_total_mg_l_menor_que and 4 other fields | High correlation |
cd_total_mg_l_menor_que is highly overall correlated with campaña and 3 other fields | High correlation |
clorofila_a_ug_l is highly overall correlated with dbo_mg_l | High correlation |
colif_fecales_ufc_100ml is highly overall correlated with enteroc_ufc_100ml and 3 other fields | High correlation |
color is highly overall correlated with ica and 2 other fields | High correlation |
cr_total_mg_l is highly overall correlated with dqo_mg_l | High correlation |
dbo_mg_l is highly overall correlated with clorofila_a_ug_l | High correlation |
dqo_mg_l is highly overall correlated with campaña and 3 other fields | High correlation |
enteroc_ufc_100ml is highly overall correlated with colif_fecales_ufc_100ml and 2 other fields | High correlation |
escher_coli_ufc_100ml is highly overall correlated with colif_fecales_ufc_100ml and 2 other fields | High correlation |
espumas is highly overall correlated with colif_fecales_ufc_100ml and 2 other fields | High correlation |
fosf_ortofos_mg_l is highly overall correlated with ica and 2 other fields | High correlation |
hidr_deriv_petr_ug_l is highly overall correlated with cd_total_mg_l_menor_que | High correlation |
ica is highly overall correlated with calidad_de_agua and 9 other fields | High correlation |
microcistina_ug_l is highly overall correlated with campaña and 2 other fields | High correlation |
nh4_mg_l is highly overall correlated with espumas and 3 other fields | High correlation |
od is highly overall correlated with ica and 2 other fields | High correlation |
olores is highly overall correlated with color and 2 other fields | High correlation |
p_total_l_mg_l is highly overall correlated with fosf_ortofos_mg_l | High correlation |
ph is highly overall correlated with od | High correlation |
sitios is highly overall correlated with color and 1 other fields | High correlation |
tem_agua is highly overall correlated with campaña and 1 other fields | High correlation |
tem_aire is highly overall correlated with campaña and 1 other fields | High correlation |
espumas is highly imbalanced (66.5%) | Imbalance |
dbo_mg_l has 6 (4.7%) missing values | Missing |
dqo_mg_l has 6 (4.7%) missing values | Missing |
sitios is uniformly distributed | Uniform |
clorofila_a_ug_l has 11 (8.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-03 20:50:01.687081 |
|---|---|
| Analysis finished | 2024-11-03 20:51:10.077015 |
| Duration | 1 minute and 8.39 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
sitios
Categorical
High correlation Uniform
| Distinct | 36 |
|---|---|
| Distinct (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| Canal Villanueva y Río Luján | 4 |
|---|---|
| Canal Aliviador y Río Lujan | 4 |
| Río Carapachay y Arroyo Gallo Fiambre | 4 |
| Río Reconquista y Río Lujan | 4 |
| Playa La Balandra | 4 |
| Other values (31) |
Length
| Max length | 37 |
|---|---|
| Median length | 28 |
| Mean length | 22.775194 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canal Villanueva y Río Luján |
|---|---|
| 2nd row | Canal Villanueva y Río Luján |
| 3rd row | Canal Villanueva y Río Luján |
| 4th row | Canal Villanueva y Río Luján |
| 5th row | Río Lujan y Arroyo Caraguatá |
Common Values
| Value | Count | Frequency (%) |
| Canal Villanueva y Río Luján | 4 | 3.1% |
| Canal Aliviador y Río Lujan | 4 | 3.1% |
| Río Carapachay y Arroyo Gallo Fiambre | 4 | 3.1% |
| Río Reconquista y Río Lujan | 4 | 3.1% |
| Playa La Balandra | 4 | 3.1% |
| Rio Tigre 100m antes del Rio Luján | 4 | 3.1% |
| Río Lujan y Canal San Fernando | 4 | 3.1% |
| Playa Espigón de Pacheco | 4 | 3.1% |
| Reserva Ecológica | 4 | 3.1% |
| Puerto de Olivos Espigón | 4 | 3.1% |
| Other values (26) | 89 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| y | 36 | 6.9% |
| río | 33 | 6.4% |
| de | 22 | 4.2% |
| arroyo | 20 | 3.9% |
| lujan | 15 | 2.9% |
| canal | 12 | 2.3% |
| 400 | 12 | 2.3% |
| m | 12 | 2.3% |
| playa | 11 | 2.1% |
| calle | 11 | 2.1% |
| Other values (80) | 335 |
Most occurring characters
| Value | Count | Frequency (%) |
| 409 | 13.9% | |
| a | 347 | 11.8% |
| o | 236 | 8.0% |
| e | 168 | 5.7% |
| r | 159 | 5.4% |
| l | 153 | 5.2% |
| n | 150 | 5.1% |
| i | 120 | 4.1% |
| u | 79 | 2.7% |
| c | 76 | 2.6% |
| Other values (45) | 1041 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2053 | |
| Space Separator | 409 | 13.9% |
| Uppercase Letter | 391 | 13.3% |
| Decimal Number | 76 | 2.6% |
| Dash Punctuation | 3 | 0.1% |
| Open Punctuation | 3 | 0.1% |
| Close Punctuation | 3 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 347 | |
| o | 236 | |
| e | 168 | 8.2% |
| r | 159 | 7.7% |
| l | 153 | 7.5% |
| n | 150 | 7.3% |
| i | 120 | 5.8% |
| u | 79 | 3.8% |
| c | 76 | 3.7% |
| y | 75 | 3.7% |
| Other values (17) | 490 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 58 | |
| P | 58 | |
| R | 56 | |
| E | 34 | |
| A | 33 | |
| L | 30 | |
| S | 26 | |
| B | 20 | 5.1% |
| D | 15 | 3.8% |
| T | 12 | 3.1% |
| Other values (8) | 49 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 4 | 19 | |
| 6 | 10 | 13.2% |
| 1 | 7 | 9.2% |
| 3 | 4 | 5.3% |
| 7 | 4 | 5.3% |
Space Separator
| Value | Count | Frequency (%) |
| 409 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2444 | |
| Common | 494 | 16.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 347 | 14.2% |
| o | 236 | 9.7% |
| e | 168 | 6.9% |
| r | 159 | 6.5% |
| l | 153 | 6.3% |
| n | 150 | 6.1% |
| i | 120 | 4.9% |
| u | 79 | 3.2% |
| c | 76 | 3.1% |
| y | 75 | 3.1% |
| Other values (35) | 881 |
Common
| Value | Count | Frequency (%) |
| 409 | ||
| 0 | 32 | 6.5% |
| 4 | 19 | 3.8% |
| 6 | 10 | 2.0% |
| 1 | 7 | 1.4% |
| 3 | 4 | 0.8% |
| 7 | 4 | 0.8% |
| - | 3 | 0.6% |
| ( | 3 | 0.6% |
| ) | 3 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2859 | |
| None | 79 | 2.7% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 409 | ||
| a | 347 | 12.1% |
| o | 236 | 8.3% |
| e | 168 | 5.9% |
| r | 159 | 5.6% |
| l | 153 | 5.4% |
| n | 150 | 5.2% |
| i | 120 | 4.2% |
| u | 79 | 2.8% |
| c | 76 | 2.7% |
| Other values (41) | 962 |
None
| Value | Count | Frequency (%) |
| í | 42 | |
| á | 18 | |
| ó | 15 | 19.0% |
| ú | 4 | 5.1% |
campaña
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| primavera | |
|---|---|
| invierno | |
| otoño | |
| verano |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1550388 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | verano |
|---|---|
| 2nd row | otoño |
| 3rd row | invierno |
| 4th row | primavera |
| 5th row | otoño |
Common Values
| Value | Count | Frequency (%) |
| primavera | 36 | |
| invierno | 35 | |
| otoño | 29 | |
| verano | 29 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| primavera | 36 | |
| invierno | 35 | |
| otoño | 29 | |
| verano | 29 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 151 | |
| r | 136 | |
| i | 106 | |
| a | 101 | |
| e | 100 | |
| v | 100 | |
| n | 99 | |
| p | 36 | 3.9% |
| m | 36 | 3.9% |
| t | 29 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 923 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 151 | |
| r | 136 | |
| i | 106 | |
| a | 101 | |
| e | 100 | |
| v | 100 | |
| n | 99 | |
| p | 36 | 3.9% |
| m | 36 | 3.9% |
| t | 29 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 923 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 151 | |
| r | 136 | |
| i | 106 | |
| a | 101 | |
| e | 100 | |
| v | 100 | |
| n | 99 | |
| p | 36 | 3.9% |
| m | 36 | 3.9% |
| t | 29 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 894 | |
| None | 29 | 3.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 151 | |
| r | 136 | |
| i | 106 | |
| a | 101 | |
| e | 100 | |
| v | 100 | |
| n | 99 | |
| p | 36 | 4.0% |
| m | 36 | 4.0% |
| t | 29 | 3.2% |
None
| Value | Count | Frequency (%) |
| ñ | 29 |
tem_agua
Real number (ℝ)
High correlation
| Distinct | 71 |
|---|---|
| Distinct (%) | 55.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.699225 |
| Minimum | 7 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 10.4 |
| Q1 | 14.4 |
| median | 16.7 |
| Q3 | 24.5 |
| 95-th percentile | 26 |
| Maximum | 28 |
| Range | 21 |
| Interquartile range (IQR) | 10.1 |
Descriptive statistics
| Standard deviation | 5.6489006 |
|---|---|
| Coefficient of variation (CV) | 0.30209277 |
| Kurtosis | -1.3721655 |
| Mean | 18.699225 |
| Median Absolute Deviation (MAD) | 5.3 |
| Skewness | -0.02356982 |
| Sum | 2412.2 |
| Variance | 31.910078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.8 | 5 | 3.9% |
| 26 | 5 | 3.9% |
| 24.7 | 5 | 3.9% |
| 10 | 4 | 3.1% |
| 14.4 | 4 | 3.1% |
| 14.5 | 4 | 3.1% |
| 11 | 4 | 3.1% |
| 13 | 3 | 2.3% |
| 25.5 | 3 | 2.3% |
| 15 | 3 | 2.3% |
| Other values (61) | 89 |
| Value | Count | Frequency (%) |
| 7 | 2 | |
| 8 | 1 | 0.8% |
| 10 | 4 | |
| 11 | 4 | |
| 11.4 | 1 | 0.8% |
| 11.9 | 1 | 0.8% |
| 12 | 2 | |
| 12.1 | 1 | 0.8% |
| 12.8 | 1 | 0.8% |
| 12.9 | 2 |
| Value | Count | Frequency (%) |
| 28 | 1 | 0.8% |
| 27.8 | 1 | 0.8% |
| 27.5 | 1 | 0.8% |
| 27 | 2 | 1.6% |
| 26.7 | 1 | 0.8% |
| 26 | 5 | |
| 25.8 | 1 | 0.8% |
| 25.7 | 1 | 0.8% |
| 25.6 | 1 | 0.8% |
| 25.5 | 3 |
tem_aire
Real number (ℝ)
High correlation
| Distinct | 37 |
|---|---|
| Distinct (%) | 28.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.931008 |
| Minimum | 4 |
|---|---|
| Maximum | 33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 12.6 |
| median | 18 |
| Q3 | 27 |
| 95-th percentile | 31.6 |
| Maximum | 33 |
| Range | 29 |
| Interquartile range (IQR) | 14.4 |
Descriptive statistics
| Standard deviation | 8.0353302 |
|---|---|
| Coefficient of variation (CV) | 0.42445338 |
| Kurtosis | -1.3033057 |
| Mean | 18.931008 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.060016673 |
| Sum | 2442.1 |
| Variance | 64.566531 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 28 | 11 | 8.5% |
| 26 | 10 | 7.8% |
| 11 | 9 | 7.0% |
| 27 | 9 | 7.0% |
| 13 | 7 | 5.4% |
| 14.5 | 6 | 4.7% |
| 12 | 6 | 4.7% |
| 32 | 5 | 3.9% |
| 8 | 5 | 3.9% |
| 19 | 5 | 3.9% |
| Other values (27) | 56 |
| Value | Count | Frequency (%) |
| 4 | 4 | |
| 7 | 3 | 2.3% |
| 8 | 5 | |
| 9 | 2 | 1.6% |
| 10 | 2 | 1.6% |
| 11 | 9 | |
| 12 | 6 | |
| 12.5 | 1 | 0.8% |
| 12.6 | 1 | 0.8% |
| 12.8 | 4 |
| Value | Count | Frequency (%) |
| 33 | 1 | 0.8% |
| 32.5 | 1 | 0.8% |
| 32 | 5 | |
| 31 | 2 | 1.6% |
| 29.1 | 3 | 2.3% |
| 29 | 2 | 1.6% |
| 28 | 11 | |
| 27.5 | 1 | 0.8% |
| 27 | 9 | |
| 26 | 10 |
od
Real number (ℝ)
High correlation
| Distinct | 117 |
|---|---|
| Distinct (%) | 90.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6376744 |
| Minimum | 0.59 |
|---|---|
| Maximum | 15.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.59 |
|---|---|
| 5-th percentile | 1.83 |
| Q1 | 4.24 |
| median | 6.12 |
| Q3 | 8.9 |
| 95-th percentile | 12.47 |
| Maximum | 15.2 |
| Range | 14.61 |
| Interquartile range (IQR) | 4.66 |
Descriptive statistics
| Standard deviation | 3.1773273 |
|---|---|
| Coefficient of variation (CV) | 0.4786808 |
| Kurtosis | -0.52126653 |
| Mean | 6.6376744 |
| Median Absolute Deviation (MAD) | 2.25 |
| Skewness | 0.34225612 |
| Sum | 856.26 |
| Variance | 10.095409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.91 | 2 | 1.6% |
| 4.82 | 2 | 1.6% |
| 6.2 | 2 | 1.6% |
| 4.84 | 2 | 1.6% |
| 5.95 | 2 | 1.6% |
| 3.6 | 2 | 1.6% |
| 8.2 | 2 | 1.6% |
| 4.07 | 2 | 1.6% |
| 4.24 | 2 | 1.6% |
| 12.47 | 2 | 1.6% |
| Other values (107) | 109 |
| Value | Count | Frequency (%) |
| 0.59 | 1 | |
| 0.74 | 1 | |
| 0.82 | 1 | |
| 1.21 | 1 | |
| 1.46 | 1 | |
| 1.61 | 1 | |
| 1.81 | 1 | |
| 1.86 | 1 | |
| 2.16 | 1 | |
| 2.3 | 1 |
| Value | Count | Frequency (%) |
| 15.2 | 1 | |
| 13.18 | 1 | |
| 12.72 | 1 | |
| 12.67 | 1 | |
| 12.65 | 1 | |
| 12.61 | 1 | |
| 12.47 | 2 | |
| 12.39 | 1 | |
| 12.22 | 1 | |
| 12.04 | 1 |
ph
Real number (ℝ)
High correlation
| Distinct | 94 |
|---|---|
| Distinct (%) | 72.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5945736 |
| Minimum | 6.66 |
|---|---|
| Maximum | 9.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 6.66 |
|---|---|
| 5-th percentile | 6.754 |
| Q1 | 6.96 |
| median | 7.47 |
| Q3 | 7.96 |
| 95-th percentile | 9.226 |
| Maximum | 9.66 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.75445138 |
|---|---|
| Coefficient of variation (CV) | 0.099340847 |
| Kurtosis | 0.31162024 |
| Mean | 7.5945736 |
| Median Absolute Deviation (MAD) | 0.51 |
| Skewness | 1.0215024 |
| Sum | 979.7 |
| Variance | 0.56919689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.8 | 4 | 3.1% |
| 6.82 | 4 | 3.1% |
| 6.96 | 3 | 2.3% |
| 7.59 | 3 | 2.3% |
| 6.71 | 2 | 1.6% |
| 6.79 | 2 | 1.6% |
| 7.04 | 2 | 1.6% |
| 6.92 | 2 | 1.6% |
| 8.01 | 2 | 1.6% |
| 7.69 | 2 | 1.6% |
| Other values (84) | 103 |
| Value | Count | Frequency (%) |
| 6.66 | 1 | 0.8% |
| 6.7 | 1 | 0.8% |
| 6.71 | 2 | |
| 6.74 | 1 | 0.8% |
| 6.75 | 2 | |
| 6.76 | 2 | |
| 6.77 | 1 | 0.8% |
| 6.79 | 2 | |
| 6.8 | 4 | |
| 6.81 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 9.66 | 1 | |
| 9.44 | 2 | |
| 9.36 | 1 | |
| 9.32 | 1 | |
| 9.25 | 1 | |
| 9.23 | 1 | |
| 9.22 | 1 | |
| 9.19 | 1 | |
| 9.18 | 2 | |
| 9.07 | 1 |
olores
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 111 | |
| True | 18 | 14.0% |
color
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 112 | |
| True | 17 | 13.2% |
espumas
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 8 |
| Value | Count | Frequency (%) |
| False | 121 | |
| True | 8 | 6.2% |
| Value | Count | Frequency (%) |
| False | 100 | |
| True | 29 | 22.5% |
colif_fecales_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 57 |
|---|---|
| Distinct (%) | 44.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18861.395 |
| Minimum | 100 |
|---|---|
| Maximum | 190000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 340 |
| Q1 | 2000 |
| median | 5000 |
| Q3 | 15000 |
| 95-th percentile | 95200 |
| Maximum | 190000 |
| Range | 189900 |
| Interquartile range (IQR) | 13000 |
Descriptive statistics
| Standard deviation | 34231.665 |
|---|---|
| Coefficient of variation (CV) | 1.8149063 |
| Kurtosis | 9.3687733 |
| Mean | 18861.395 |
| Median Absolute Deviation (MAD) | 4000 |
| Skewness | 2.9456386 |
| Sum | 2433120 |
| Variance | 1.1718069 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4000 | 10 | 7.8% |
| 10000 | 8 | 6.2% |
| 5000 | 8 | 6.2% |
| 3000 | 7 | 5.4% |
| 1000 | 7 | 5.4% |
| 400 | 6 | 4.7% |
| 2000 | 5 | 3.9% |
| 20000 | 5 | 3.9% |
| 80000 | 4 | 3.1% |
| 15000 | 4 | 3.1% |
| Other values (47) | 65 |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.8% |
| 110 | 1 | 0.8% |
| 160 | 1 | 0.8% |
| 300 | 4 | |
| 400 | 6 | |
| 500 | 1 | 0.8% |
| 600 | 1 | 0.8% |
| 700 | 1 | 0.8% |
| 800 | 1 | 0.8% |
| 1000 | 7 |
| Value | Count | Frequency (%) |
| 190000 | 1 | 0.8% |
| 180000 | 1 | 0.8% |
| 140000 | 1 | 0.8% |
| 120000 | 1 | 0.8% |
| 100000 | 3 | |
| 88000 | 1 | 0.8% |
| 82000 | 1 | 0.8% |
| 80000 | 4 | |
| 60000 | 1 | 0.8% |
| 42000 | 1 | 0.8% |
escher_coli_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 53 |
|---|---|
| Distinct (%) | 41.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4877.5581 |
| Minimum | 5 |
|---|---|
| Maximum | 70000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 200 |
| median | 1000 |
| Q3 | 3000 |
| 95-th percentile | 23000 |
| Maximum | 70000 |
| Range | 69995 |
| Interquartile range (IQR) | 2800 |
Descriptive statistics
| Standard deviation | 11107.844 |
|---|---|
| Coefficient of variation (CV) | 2.2773371 |
| Kurtosis | 16.62528 |
| Mean | 4877.5581 |
| Median Absolute Deviation (MAD) | 900 |
| Skewness | 3.9190527 |
| Sum | 629205 |
| Variance | 1.233842 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 14 | 10.9% |
| 1000 | 13 | 10.1% |
| 2000 | 11 | 8.5% |
| 200 | 6 | 4.7% |
| 500 | 5 | 3.9% |
| 20 | 5 | 3.9% |
| 400 | 5 | 3.9% |
| 10000 | 4 | 3.1% |
| 1500 | 4 | 3.1% |
| 3000 | 4 | 3.1% |
| Other values (43) | 58 |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.8% |
| 20 | 5 | 3.9% |
| 30 | 1 | 0.8% |
| 50 | 2 | 1.6% |
| 80 | 1 | 0.8% |
| 100 | 14 | |
| 120 | 1 | 0.8% |
| 150 | 1 | 0.8% |
| 170 | 1 | 0.8% |
| 200 | 6 |
| Value | Count | Frequency (%) |
| 70000 | 1 | 0.8% |
| 60000 | 1 | 0.8% |
| 50000 | 1 | 0.8% |
| 48000 | 1 | 0.8% |
| 37000 | 1 | 0.8% |
| 30000 | 1 | 0.8% |
| 25000 | 1 | 0.8% |
| 20000 | 2 | |
| 18000 | 1 | 0.8% |
| 12000 | 3 |
enteroc_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 73 |
|---|---|
| Distinct (%) | 56.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 867.29457 |
| Minimum | 2 |
|---|---|
| Maximum | 28000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 58 |
| median | 200 |
| Q3 | 700 |
| 95-th percentile | 3420 |
| Maximum | 28000 |
| Range | 27998 |
| Interquartile range (IQR) | 642 |
Descriptive statistics
| Standard deviation | 2662.0142 |
|---|---|
| Coefficient of variation (CV) | 3.0693311 |
| Kurtosis | 85.632495 |
| Mean | 867.29457 |
| Median Absolute Deviation (MAD) | 173 |
| Skewness | 8.5867848 |
| Sum | 111881 |
| Variance | 7086319.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 13 | 10.1% |
| 40 | 6 | 4.7% |
| 300 | 6 | 4.7% |
| 10 | 5 | 3.9% |
| 30 | 5 | 3.9% |
| 20 | 5 | 3.9% |
| 800 | 5 | 3.9% |
| 500 | 4 | 3.1% |
| 200 | 3 | 2.3% |
| 90 | 3 | 2.3% |
| Other values (63) | 74 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.8% |
| 4 | 1 | 0.8% |
| 5 | 2 | 1.6% |
| 6 | 1 | 0.8% |
| 10 | 5 | |
| 12 | 1 | 0.8% |
| 15 | 1 | 0.8% |
| 20 | 5 | |
| 27 | 1 | 0.8% |
| 30 | 5 |
| Value | Count | Frequency (%) |
| 28000 | 1 | |
| 6200 | 1 | |
| 5600 | 1 | |
| 4800 | 1 | |
| 4600 | 2 | |
| 3700 | 1 | |
| 3000 | 1 | |
| 2800 | 1 | |
| 2300 | 1 | |
| 2100 | 2 |
nitrato_mg_l
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2372093 |
| Minimum | 2 |
|---|---|
| Maximum | 22.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.3 |
| median | 3.5 |
| Q3 | 5.4 |
| 95-th percentile | 7.34 |
| Maximum | 22.1 |
| Range | 20.1 |
| Interquartile range (IQR) | 3.1 |
Descriptive statistics
| Standard deviation | 2.7848381 |
|---|---|
| Coefficient of variation (CV) | 0.65723403 |
| Kurtosis | 21.895599 |
| Mean | 4.2372093 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 3.8785653 |
| Sum | 546.6 |
| Variance | 7.7553234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 22 | 17.1% |
| 3.1 | 6 | 4.7% |
| 2.1 | 5 | 3.9% |
| 2.9 | 5 | 3.9% |
| 3.5 | 5 | 3.9% |
| 2.2 | 4 | 3.1% |
| 3 | 3 | 2.3% |
| 3.2 | 3 | 2.3% |
| 3.4 | 3 | 2.3% |
| 2.8 | 3 | 2.3% |
| Other values (42) | 70 |
| Value | Count | Frequency (%) |
| 2 | 22 | |
| 2.1 | 5 | 3.9% |
| 2.2 | 4 | 3.1% |
| 2.3 | 2 | 1.6% |
| 2.5 | 1 | 0.8% |
| 2.6 | 1 | 0.8% |
| 2.7 | 1 | 0.8% |
| 2.8 | 3 | 2.3% |
| 2.9 | 5 | 3.9% |
| 3 | 3 | 2.3% |
| Value | Count | Frequency (%) |
| 22.1 | 1 | |
| 21 | 1 | |
| 9 | 1 | |
| 8.2 | 1 | |
| 8.1 | 1 | |
| 7.9 | 1 | |
| 7.5 | 1 | |
| 7.1 | 1 | |
| 7 | 2 | |
| 6.9 | 1 |
nh4_mg_l
Real number (ℝ)
High correlation
| Distinct | 78 |
|---|---|
| Distinct (%) | 60.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2243411 |
| Minimum | 0.05 |
|---|---|
| Maximum | 39 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.44 |
| median | 0.98 |
| Q3 | 2.8 |
| 95-th percentile | 6.54 |
| Maximum | 39 |
| Range | 38.95 |
| Interquartile range (IQR) | 2.36 |
Descriptive statistics
| Standard deviation | 4.0415341 |
|---|---|
| Coefficient of variation (CV) | 1.8169579 |
| Kurtosis | 54.317428 |
| Mean | 2.2243411 |
| Median Absolute Deviation (MAD) | 0.78 |
| Skewness | 6.4317905 |
| Sum | 286.94 |
| Variance | 16.333998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 6 | 4.7% |
| 0.7 | 5 | 3.9% |
| 0.6 | 4 | 3.1% |
| 0.3 | 4 | 3.1% |
| 1.1 | 4 | 3.1% |
| 3.1 | 4 | 3.1% |
| 0.9 | 3 | 2.3% |
| 1.8 | 3 | 2.3% |
| 0.8 | 3 | 2.3% |
| 1 | 3 | 2.3% |
| Other values (68) | 90 |
| Value | Count | Frequency (%) |
| 0.05 | 2 | 1.6% |
| 0.06 | 2 | 1.6% |
| 0.08 | 1 | 0.8% |
| 0.09 | 1 | 0.8% |
| 0.1 | 6 | |
| 0.11 | 1 | 0.8% |
| 0.14 | 1 | 0.8% |
| 0.15 | 1 | 0.8% |
| 0.16 | 1 | 0.8% |
| 0.2 | 3 |
| Value | Count | Frequency (%) |
| 39 | 1 | |
| 14 | 1 | |
| 13 | 1 | |
| 9.7 | 1 | |
| 9.3 | 1 | |
| 7 | 1 | |
| 6.9 | 1 | |
| 6 | 1 | |
| 5.7 | 1 | |
| 5.6 | 1 |
p_total_l_mg_l
Real number (ℝ)
High correlation
| Distinct | 63 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55992248 |
| Minimum | 0.19 |
|---|---|
| Maximum | 1.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.29 |
| median | 0.46 |
| Q3 | 0.75 |
| 95-th percentile | 1.3 |
| Maximum | 1.9 |
| Range | 1.71 |
| Interquartile range (IQR) | 0.46 |
Descriptive statistics
| Standard deviation | 0.35826076 |
|---|---|
| Coefficient of variation (CV) | 0.63983994 |
| Kurtosis | 1.6990153 |
| Mean | 0.55992248 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | 1.3755661 |
| Sum | 72.23 |
| Variance | 0.12835078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2 | 11 | 8.5% |
| 0.36 | 7 | 5.4% |
| 1.1 | 4 | 3.1% |
| 0.31 | 4 | 3.1% |
| 0.75 | 4 | 3.1% |
| 0.22 | 4 | 3.1% |
| 0.35 | 3 | 2.3% |
| 0.25 | 3 | 2.3% |
| 0.32 | 3 | 2.3% |
| 0.73 | 3 | 2.3% |
| Other values (53) | 83 |
| Value | Count | Frequency (%) |
| 0.19 | 2 | 1.6% |
| 0.2 | 11 | |
| 0.21 | 2 | 1.6% |
| 0.22 | 4 | 3.1% |
| 0.23 | 1 | 0.8% |
| 0.24 | 1 | 0.8% |
| 0.25 | 3 | 2.3% |
| 0.26 | 2 | 1.6% |
| 0.27 | 3 | 2.3% |
| 0.28 | 3 | 2.3% |
| Value | Count | Frequency (%) |
| 1.9 | 1 | 0.8% |
| 1.6 | 2 | |
| 1.5 | 2 | |
| 1.4 | 1 | 0.8% |
| 1.3 | 2 | |
| 1.2 | 2 | |
| 1.1 | 4 | |
| 1 | 2 | |
| 0.98 | 1 | 0.8% |
| 0.94 | 1 | 0.8% |
fosf_ortofos_mg_l
Real number (ℝ)
High correlation
| Distinct | 61 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43666667 |
| Minimum | 0.1 |
|---|---|
| Maximum | 1.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.11 |
| Q1 | 0.26 |
| median | 0.36 |
| Q3 | 0.53 |
| 95-th percentile | 1.1 |
| Maximum | 1.5 |
| Range | 1.4 |
| Interquartile range (IQR) | 0.27 |
Descriptive statistics
| Standard deviation | 0.28248709 |
|---|---|
| Coefficient of variation (CV) | 0.64691701 |
| Kurtosis | 3.3008841 |
| Mean | 0.43666667 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 1.7019257 |
| Sum | 56.33 |
| Variance | 0.079798958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3 | 7 | 5.4% |
| 0.2 | 5 | 3.9% |
| 0.1 | 5 | 3.9% |
| 0.29 | 5 | 3.9% |
| 0.37 | 5 | 3.9% |
| 0.51 | 5 | 3.9% |
| 0.36 | 4 | 3.1% |
| 0.27 | 3 | 2.3% |
| 0.44 | 3 | 2.3% |
| 0.32 | 3 | 2.3% |
| Other values (51) | 84 |
| Value | Count | Frequency (%) |
| 0.1 | 5 | |
| 0.11 | 3 | |
| 0.12 | 1 | 0.8% |
| 0.13 | 1 | 0.8% |
| 0.14 | 2 | 1.6% |
| 0.15 | 1 | 0.8% |
| 0.16 | 1 | 0.8% |
| 0.18 | 1 | 0.8% |
| 0.19 | 2 | 1.6% |
| 0.2 | 5 |
| Value | Count | Frequency (%) |
| 1.5 | 2 | |
| 1.3 | 1 | 0.8% |
| 1.2 | 3 | |
| 1.1 | 2 | |
| 0.96 | 1 | 0.8% |
| 0.94 | 1 | 0.8% |
| 0.87 | 1 | 0.8% |
| 0.77 | 1 | 0.8% |
| 0.76 | 1 | 0.8% |
| 0.75 | 1 | 0.8% |
dbo_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 60 |
|---|---|
| Distinct (%) | 48.8% |
| Missing | 6 |
| Missing (%) | 4.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9666667 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2.7 |
| median | 4.3 |
| Q3 | 6.65 |
| 95-th percentile | 9.98 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 3.95 |
Descriptive statistics
| Standard deviation | 2.7587318 |
|---|---|
| Coefficient of variation (CV) | 0.55544935 |
| Kurtosis | 0.91342951 |
| Mean | 4.9666667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.0685688 |
| Sum | 610.9 |
| Variance | 7.6106011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 19 | 14.7% |
| 2.1 | 4 | 3.1% |
| 3 | 4 | 3.1% |
| 4.1 | 3 | 2.3% |
| 6 | 3 | 2.3% |
| 4.8 | 3 | 2.3% |
| 5.5 | 3 | 2.3% |
| 2.7 | 3 | 2.3% |
| 5.8 | 3 | 2.3% |
| 4.2 | 3 | 2.3% |
| Other values (50) | 75 | |
| (Missing) | 6 | 4.7% |
| Value | Count | Frequency (%) |
| 2 | 19 | |
| 2.1 | 4 | 3.1% |
| 2.2 | 2 | 1.6% |
| 2.3 | 2 | 1.6% |
| 2.4 | 2 | 1.6% |
| 2.5 | 1 | 0.8% |
| 2.7 | 3 | 2.3% |
| 2.8 | 1 | 0.8% |
| 2.9 | 1 | 0.8% |
| 3 | 4 | 3.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | |
| 13 | 2 | |
| 12 | 2 | |
| 11 | 1 | |
| 10 | 1 | |
| 9.8 | 1 | |
| 9.4 | 1 | |
| 8.9 | 2 | |
| 8.8 | 1 | |
| 8.7 | 1 |
dqo_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 49 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 6 |
| Missing (%) | 4.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.295935 |
| Minimum | 2.2 |
|---|---|
| Maximum | 140 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 2.2 |
|---|---|
| 5-th percentile | 4.36 |
| Q1 | 30 |
| median | 30 |
| Q3 | 37 |
| 95-th percentile | 72.4 |
| Maximum | 140 |
| Range | 137.8 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 23.055729 |
|---|---|
| Coefficient of variation (CV) | 0.67225835 |
| Kurtosis | 6.0485417 |
| Mean | 34.295935 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.8679842 |
| Sum | 4218.4 |
| Variance | 531.56662 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 30 | 52 | |
| 37 | 5 | 3.9% |
| 31 | 3 | 2.3% |
| 5.6 | 3 | 2.3% |
| 32 | 3 | 2.3% |
| 43 | 2 | 1.6% |
| 5.2 | 2 | 1.6% |
| 34 | 2 | 1.6% |
| 35 | 2 | 1.6% |
| 57 | 2 | 1.6% |
| Other values (39) | 47 | |
| (Missing) | 6 | 4.7% |
| Value | Count | Frequency (%) |
| 2.2 | 1 | |
| 2.8 | 1 | |
| 3.3 | 1 | |
| 3.9 | 1 | |
| 4.1 | 1 | |
| 4.3 | 2 | |
| 4.9 | 1 | |
| 5 | 1 | |
| 5.1 | 1 | |
| 5.2 | 2 |
| Value | Count | Frequency (%) |
| 140 | 1 | |
| 125 | 2 | |
| 88 | 1 | |
| 82 | 1 | |
| 73 | 2 | |
| 67 | 1 | |
| 65 | 1 | |
| 64 | 1 | |
| 62 | 2 | |
| 59 | 1 |
turbiedad_ntu
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 39.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.90155 |
| Minimum | 4.9 |
|---|---|
| Maximum | 210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 4.9 |
|---|---|
| 5-th percentile | 7.3 |
| Q1 | 16 |
| median | 27 |
| Q3 | 31 |
| 95-th percentile | 66 |
| Maximum | 210 |
| Range | 205.1 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 23.438087 |
|---|---|
| Coefficient of variation (CV) | 0.81096295 |
| Kurtosis | 28.760623 |
| Mean | 28.90155 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 4.3388164 |
| Sum | 3728.3 |
| Variance | 549.3439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 25 | 19.4% |
| 16 | 6 | 4.7% |
| 21 | 5 | 3.9% |
| 50 | 5 | 3.9% |
| 31 | 4 | 3.1% |
| 13 | 4 | 3.1% |
| 22 | 4 | 3.1% |
| 33 | 4 | 3.1% |
| 23 | 4 | 3.1% |
| 29 | 4 | 3.1% |
| Other values (41) | 64 |
| Value | Count | Frequency (%) |
| 4.9 | 1 | |
| 5.2 | 1 | |
| 5.3 | 1 | |
| 5.9 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 7.1 | 1 | |
| 7.6 | 1 | |
| 8.7 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 210 | 1 | 0.8% |
| 120 | 1 | 0.8% |
| 80 | 1 | 0.8% |
| 75 | 2 | 1.6% |
| 70 | 2 | 1.6% |
| 60 | 1 | 0.8% |
| 55 | 1 | 0.8% |
| 50 | 5 | |
| 45 | 3 | |
| 43 | 1 | 0.8% |
hidr_deriv_petr_ug_l
Real number (ℝ)
High correlation
| Distinct | 21 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.937209 |
| Minimum | 6.9 |
|---|---|
| Maximum | 340 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 6.9 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 100 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 116 |
| Maximum | 340 |
| Range | 333.1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 34.419755 |
|---|---|
| Coefficient of variation (CV) | 0.34441381 |
| Kurtosis | 22.430269 |
| Mean | 99.937209 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4948377 |
| Sum | 12891.9 |
| Variance | 1184.7195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 100 | 100 | |
| 110 | 3 | 2.3% |
| 70 | 2 | 1.6% |
| 75 | 2 | 1.6% |
| 45 | 2 | 1.6% |
| 60 | 2 | 1.6% |
| 65 | 2 | 1.6% |
| 80 | 2 | 1.6% |
| 50 | 2 | 1.6% |
| 85 | 1 | 0.8% |
| Other values (11) | 11 | 8.5% |
| Value | Count | Frequency (%) |
| 6.9 | 1 | |
| 16 | 1 | |
| 39 | 1 | |
| 45 | 2 | |
| 50 | 2 | |
| 60 | 2 | |
| 65 | 2 | |
| 70 | 2 | |
| 75 | 2 | |
| 80 | 2 |
| Value | Count | Frequency (%) |
| 340 | 1 | 0.8% |
| 250 | 1 | 0.8% |
| 220 | 1 | 0.8% |
| 210 | 1 | 0.8% |
| 150 | 1 | 0.8% |
| 140 | 1 | 0.8% |
| 120 | 1 | 0.8% |
| 110 | 3 | 2.3% |
| 100 | 100 | |
| 95 | 1 | 0.8% |
cr_total_mg_l
Real number (ℝ)
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 1 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.79673281 |
| Minimum | 0.005 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0.005 |
|---|---|
| 5-th percentile | 0.005 |
| Q1 | 0.005 |
| median | 0.005 |
| Q3 | 0.254275 |
| 95-th percentile | 1 |
| Maximum | 44 |
| Range | 43.995 |
| Interquartile range (IQR) | 0.249275 |
Descriptive statistics
| Standard deviation | 4.1509701 |
|---|---|
| Coefficient of variation (CV) | 5.2099901 |
| Kurtosis | 94.589521 |
| Mean | 0.79673281 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.3101127 |
| Sum | 101.9818 |
| Variance | 17.230553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0.005 | 92 | |
| 1 | 28 | 21.7% |
| 0.0052 | 2 | 1.6% |
| 0.0057 | 2 | 1.6% |
| 44 | 1 | 0.8% |
| 7.8 | 1 | 0.8% |
| 8.7 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| (Missing) | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 0.005 | 92 | |
| 0.0052 | 2 | 1.6% |
| 0.0057 | 2 | 1.6% |
| 1 | 28 | 21.7% |
| 7.8 | 1 | 0.8% |
| 8.7 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| 44 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| 8.7 | 1 | 0.8% |
| 7.8 | 1 | 0.8% |
| 1 | 28 | 21.7% |
| 0.0057 | 2 | 1.6% |
| 0.0052 | 2 | 1.6% |
| 0.005 | 92 |
cd_total_mg_l_menor_que
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| 0.001 | |
|---|---|
| 0.005 | |
| 0.01 | 4 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9689922 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.001 |
|---|---|
| 2nd row | 0.005 |
| 3rd row | 0.001 |
| 4th row | 0.001 |
| 5th row | 0.005 |
Common Values
| Value | Count | Frequency (%) |
| 0.001 | 98 | |
| 0.005 | 27 | 20.9% |
| 0.01 | 4 | 3.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.001 | 98 | |
| 0.005 | 27 | 20.9% |
| 0.01 | 4 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 383 | |
| . | 129 | 20.1% |
| 1 | 102 | 15.9% |
| 5 | 27 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 512 | |
| Other Punctuation | 129 | 20.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 383 | |
| 1 | 102 | 19.9% |
| 5 | 27 | 5.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 641 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 383 | |
| . | 129 | 20.1% |
| 1 | 102 | 15.9% |
| 5 | 27 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 641 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 383 | |
| . | 129 | 20.1% |
| 1 | 102 | 15.9% |
| 5 | 27 | 4.2% |
clorofila_a_ug_l
Real number (ℝ)
High correlation Zeros
| Distinct | 39 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.024329922 |
| Minimum | 0 |
|---|---|
| Maximum | 0.84016 |
| Zeros | 11 |
| Zeros (%) | 8.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.01 |
| median | 0.01 |
| Q3 | 0.01 |
| 95-th percentile | 0.079152 |
| Maximum | 0.84016 |
| Range | 0.84016 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.079239101 |
|---|---|
| Coefficient of variation (CV) | 3.2568579 |
| Kurtosis | 89.552139 |
| Mean | 0.024329922 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.9234281 |
| Sum | 3.13856 |
| Variance | 0.0062788352 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0.01 | 70 | |
| 0 | 11 | 8.5% |
| 0.011 | 3 | 2.3% |
| 0.001 | 3 | 2.3% |
| 0.00415 | 2 | 1.6% |
| 0.00119 | 2 | 1.6% |
| 0.013 | 2 | 1.6% |
| 0.018 | 2 | 1.6% |
| 0.005 | 2 | 1.6% |
| 0.00237 | 2 | 1.6% |
| Other values (29) | 30 |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 0.001 | 3 | 2.3% |
| 0.00119 | 2 | 1.6% |
| 0.00178 | 1 | 0.8% |
| 0.00237 | 2 | 1.6% |
| 0.00356 | 1 | 0.8% |
| 0.00415 | 2 | 1.6% |
| 0.005 | 2 | 1.6% |
| 0.006 | 1 | 0.8% |
| 0.007 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 0.84016 | 1 | |
| 0.221 | 1 | |
| 0.21265 | 1 | |
| 0.131 | 1 | |
| 0.11036 | 1 | |
| 0.09909 | 1 | |
| 0.08366 | 1 | |
| 0.07239 | 1 | |
| 0.06289 | 1 | |
| 0.061 | 1 |
microcistina_ug_l
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| 0.2 | |
|---|---|
| 1.0 | |
| 0.15 | |
| 0.8 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.2170543 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | 0.15 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.2 |
| 4th row | 0.2 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.2 | 71 | |
| 1.0 | 29 | |
| 0.15 | 28 | 21.7% |
| 0.8 | 1 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.2 | 71 | |
| 1.0 | 29 | |
| 0.15 | 28 | 21.7% |
| 0.8 | 1 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 129 | |
| . | 129 | |
| 2 | 71 | |
| 1 | 57 | |
| 5 | 28 | 6.7% |
| 8 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 286 | |
| Other Punctuation | 129 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 2 | 71 | |
| 1 | 57 | |
| 5 | 28 | 9.8% |
| 8 | 1 | 0.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 415 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 129 | |
| . | 129 | |
| 2 | 71 | |
| 1 | 57 | |
| 5 | 28 | 6.7% |
| 8 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 415 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 129 | |
| . | 129 | |
| 2 | 71 | |
| 1 | 57 | |
| 5 | 28 | 6.7% |
| 8 | 1 | 0.2% |
ica
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.891473 |
| Minimum | 26 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.0 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 29.4 |
| Q1 | 38 |
| median | 44 |
| Q3 | 50 |
| 95-th percentile | 63.2 |
| Maximum | 74 |
| Range | 48 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.8196553 |
|---|---|
| Coefficient of variation (CV) | 0.21874211 |
| Kurtosis | 0.18021438 |
| Mean | 44.891473 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.49095474 |
| Sum | 5791 |
| Variance | 96.42563 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 49 | 9 | 7.0% |
| 42 | 8 | 6.2% |
| 46 | 8 | 6.2% |
| 43 | 7 | 5.4% |
| 38 | 6 | 4.7% |
| 41 | 6 | 4.7% |
| 39 | 6 | 4.7% |
| 48 | 5 | 3.9% |
| 44 | 5 | 3.9% |
| 34 | 5 | 3.9% |
| Other values (30) | 64 |
| Value | Count | Frequency (%) |
| 26 | 3 | |
| 28 | 3 | |
| 29 | 1 | 0.8% |
| 30 | 2 | 1.6% |
| 31 | 1 | 0.8% |
| 33 | 2 | 1.6% |
| 34 | 5 | |
| 35 | 4 | |
| 36 | 3 | |
| 37 | 3 |
| Value | Count | Frequency (%) |
| 74 | 1 | 0.8% |
| 72 | 1 | 0.8% |
| 67 | 1 | 0.8% |
| 65 | 2 | |
| 64 | 2 | |
| 62 | 1 | 0.8% |
| 61 | 1 | 0.8% |
| 60 | 3 | |
| 59 | 1 | 0.8% |
| 58 | 4 |
calidad_de_agua
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 KiB |
| Extremadamente deteriorada | |
|---|---|
| Muy deteriorada | |
| Deteriorada | 5 |
Length
| Max length | 26 |
|---|---|
| Median length | 26 |
| Mean length | 20.728682 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Extremadamente deteriorada |
|---|---|
| 2nd row | Muy deteriorada |
| 3rd row | Muy deteriorada |
| 4th row | Muy deteriorada |
| 5th row | Extremadamente deteriorada |
Common Values
| Value | Count | Frequency (%) |
| Extremadamente deteriorada | 69 | |
| Muy deteriorada | 55 | |
| Deteriorada | 5 | 3.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| deteriorada | 129 | |
| extremadamente | 69 | |
| muy | 55 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 465 | |
| a | 396 | |
| r | 327 | |
| d | 322 | |
| t | 267 | |
| m | 138 | 5.2% |
| i | 129 | 4.8% |
| o | 129 | 4.8% |
| 124 | 4.6% | |
| E | 69 | 2.6% |
| Other values (6) | 308 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2421 | |
| Uppercase Letter | 129 | 4.8% |
| Space Separator | 124 | 4.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 465 | |
| a | 396 | |
| r | 327 | |
| d | 322 | |
| t | 267 | |
| m | 138 | 5.7% |
| i | 129 | 5.3% |
| o | 129 | 5.3% |
| x | 69 | 2.9% |
| n | 69 | 2.9% |
| Other values (2) | 110 | 4.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 69 | |
| M | 55 | |
| D | 5 | 3.9% |
Space Separator
| Value | Count | Frequency (%) |
| 124 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2550 | |
| Common | 124 | 4.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 465 | |
| a | 396 | |
| r | 327 | |
| d | 322 | |
| t | 267 | |
| m | 138 | 5.4% |
| i | 129 | 5.1% |
| o | 129 | 5.1% |
| E | 69 | 2.7% |
| x | 69 | 2.7% |
| Other values (5) | 239 |
Common
| Value | Count | Frequency (%) |
| 124 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2674 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 465 | |
| a | 396 | |
| r | 327 | |
| d | 322 | |
| t | 267 | |
| m | 138 | 5.2% |
| i | 129 | 4.8% |
| o | 129 | 4.8% |
| 124 | 4.6% | |
| E | 69 | 2.6% |
| Other values (6) | 308 |
Interactions
Correlations
| calidad_de_agua | campaña | cd_total_mg_l_menor_que | clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | hidr_deriv_petr_ug_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | sitios | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| calidad_de_agua | 1.000 | 0.167 | 0.115 | 0.049 | 0.276 | 0.293 | 0.000 | 0.000 | 0.049 | 0.073 | 0.098 | 0.205 | 0.198 | 0.105 | 0.949 | 0.215 | 0.165 | 0.182 | 0.166 | 0.270 | 0.259 | 0.222 | 0.133 | 0.309 | 0.065 | 0.159 | 0.000 |
| campaña | 0.167 | 1.000 | 0.670 | 0.000 | 0.000 | 0.047 | 0.116 | 0.310 | 0.598 | 0.038 | 0.000 | 0.030 | 0.189 | 0.447 | 0.244 | 0.369 | 0.812 | 0.095 | 0.000 | 0.215 | 0.000 | 0.394 | 0.093 | 0.000 | 0.582 | 0.600 | 0.410 |
| cd_total_mg_l_menor_que | 0.115 | 0.670 | 1.000 | 0.000 | 0.343 | 0.087 | 0.000 | 0.212 | 0.637 | 0.232 | 0.339 | 0.073 | 0.000 | 0.680 | 0.131 | 0.179 | 0.668 | 0.224 | 0.000 | 0.000 | 0.000 | 0.179 | 0.060 | 0.000 | 0.429 | 0.333 | 0.404 |
| clorofila_a_ug_l | 0.049 | 0.000 | 0.000 | 1.000 | -0.004 | 0.000 | 0.167 | 0.512 | 0.198 | -0.119 | -0.108 | 0.000 | 0.119 | 0.002 | 0.059 | 0.000 | 0.000 | 0.027 | 0.097 | 0.298 | 0.000 | -0.020 | 0.382 | 0.000 | -0.260 | -0.213 | -0.043 |
| colif_fecales_ufc_100ml | 0.276 | 0.000 | 0.343 | -0.004 | 1.000 | 0.391 | 0.159 | 0.379 | -0.111 | 0.564 | 0.775 | 0.506 | 0.376 | -0.044 | -0.824 | 0.000 | 0.000 | 0.354 | -0.207 | -0.322 | 0.404 | 0.217 | -0.204 | 0.194 | -0.089 | -0.114 | -0.242 |
| color | 0.293 | 0.047 | 0.087 | 0.000 | 0.391 | 1.000 | 0.000 | 0.160 | 0.000 | 0.318 | 0.405 | 0.415 | 0.402 | 0.000 | 0.705 | 0.470 | 0.000 | 0.457 | 0.280 | 0.336 | 0.667 | 0.390 | 0.132 | 0.592 | 0.322 | 0.225 | 0.000 |
| cr_total_mg_l | 0.000 | 0.116 | 0.000 | 0.167 | 0.159 | 0.000 | 1.000 | 0.262 | -0.579 | 0.097 | 0.174 | 0.000 | 0.142 | -0.237 | -0.110 | 0.000 | 0.123 | 0.041 | 0.232 | 0.154 | 0.000 | -0.068 | 0.178 | 0.000 | -0.216 | -0.294 | 0.395 |
| dbo_mg_l | 0.000 | 0.310 | 0.212 | 0.512 | 0.379 | 0.160 | 0.262 | 1.000 | -0.033 | 0.235 | 0.310 | 0.277 | 0.342 | 0.066 | -0.323 | 0.150 | 0.120 | 0.427 | -0.093 | 0.092 | 0.214 | 0.131 | 0.255 | 0.000 | -0.426 | -0.420 | -0.168 |
| dqo_mg_l | 0.049 | 0.598 | 0.637 | 0.198 | -0.111 | 0.000 | -0.579 | -0.033 | 1.000 | -0.083 | -0.232 | 0.192 | -0.093 | 0.324 | 0.053 | 0.130 | 0.549 | -0.043 | -0.210 | 0.060 | 0.000 | -0.033 | 0.063 | 0.000 | 0.179 | 0.418 | -0.336 |
| enteroc_ufc_100ml | 0.073 | 0.038 | 0.232 | -0.119 | 0.564 | 0.318 | 0.097 | 0.235 | -0.083 | 1.000 | 0.669 | 0.478 | 0.341 | 0.134 | -0.719 | 0.188 | 0.000 | 0.374 | -0.039 | -0.324 | 0.303 | 0.288 | -0.204 | 0.231 | 0.048 | 0.008 | -0.169 |
| escher_coli_ufc_100ml | 0.098 | 0.000 | 0.339 | -0.108 | 0.775 | 0.405 | 0.174 | 0.310 | -0.232 | 0.669 | 1.000 | 0.339 | 0.435 | -0.050 | -0.808 | 0.000 | 0.000 | 0.465 | -0.131 | -0.479 | 0.383 | 0.297 | -0.327 | 0.107 | 0.091 | 0.017 | -0.145 |
| espumas | 0.205 | 0.030 | 0.073 | 0.000 | 0.506 | 0.415 | 0.000 | 0.277 | 0.192 | 0.478 | 0.339 | 1.000 | 0.451 | 0.000 | 0.535 | 0.189 | 0.014 | 0.512 | 0.000 | 0.112 | 0.493 | 0.408 | 0.000 | 0.223 | 0.000 | 0.382 | 0.145 |
| fosf_ortofos_mg_l | 0.198 | 0.189 | 0.000 | 0.119 | 0.376 | 0.402 | 0.142 | 0.342 | -0.093 | 0.341 | 0.435 | 0.451 | 1.000 | -0.218 | -0.529 | 0.334 | 0.187 | 0.526 | -0.225 | -0.466 | 0.409 | 0.778 | -0.157 | 0.284 | -0.004 | -0.078 | -0.179 |
| hidr_deriv_petr_ug_l | 0.105 | 0.447 | 0.680 | 0.002 | -0.044 | 0.000 | -0.237 | 0.066 | 0.324 | 0.134 | -0.050 | 0.000 | -0.218 | 1.000 | -0.008 | 0.000 | 0.447 | -0.095 | -0.070 | 0.086 | 0.000 | -0.136 | -0.152 | 0.000 | 0.107 | 0.131 | -0.131 |
| ica | 0.949 | 0.244 | 0.131 | 0.059 | -0.824 | 0.705 | -0.110 | -0.323 | 0.053 | -0.719 | -0.808 | 0.535 | -0.529 | -0.008 | 1.000 | 0.326 | 0.150 | -0.543 | 0.196 | 0.529 | 0.708 | -0.488 | 0.295 | 0.212 | -0.105 | -0.060 | 0.115 |
| mat_susp | 0.215 | 0.369 | 0.179 | 0.000 | 0.000 | 0.470 | 0.000 | 0.150 | 0.130 | 0.188 | 0.000 | 0.189 | 0.334 | 0.000 | 0.326 | 1.000 | 0.299 | 0.269 | 0.000 | 0.273 | 0.223 | 0.448 | 0.044 | 0.245 | 0.413 | 0.366 | 0.000 |
| microcistina_ug_l | 0.165 | 0.812 | 0.668 | 0.000 | 0.000 | 0.000 | 0.123 | 0.120 | 0.549 | 0.000 | 0.000 | 0.014 | 0.187 | 0.447 | 0.150 | 0.299 | 1.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.382 | 0.055 | 0.000 | 0.399 | 0.424 | 0.410 |
| nh4_mg_l | 0.182 | 0.095 | 0.224 | 0.027 | 0.354 | 0.457 | 0.041 | 0.427 | -0.043 | 0.374 | 0.465 | 0.512 | 0.526 | -0.095 | -0.543 | 0.269 | 0.100 | 1.000 | -0.353 | -0.519 | 0.477 | 0.375 | -0.221 | 0.222 | -0.111 | -0.163 | -0.298 |
| nitrato_mg_l | 0.166 | 0.000 | 0.000 | 0.097 | -0.207 | 0.280 | 0.232 | -0.093 | -0.210 | -0.039 | -0.131 | 0.000 | -0.225 | -0.070 | 0.196 | 0.000 | 0.000 | -0.353 | 1.000 | 0.369 | 0.294 | -0.033 | 0.426 | 0.473 | 0.166 | 0.014 | 0.255 |
| od | 0.270 | 0.215 | 0.000 | 0.298 | -0.322 | 0.336 | 0.154 | 0.092 | 0.060 | -0.324 | -0.479 | 0.112 | -0.466 | 0.086 | 0.529 | 0.273 | 0.000 | -0.519 | 0.369 | 1.000 | 0.442 | -0.452 | 0.675 | 0.241 | -0.384 | -0.267 | 0.168 |
| olores | 0.259 | 0.000 | 0.000 | 0.000 | 0.404 | 0.667 | 0.000 | 0.214 | 0.000 | 0.303 | 0.383 | 0.493 | 0.409 | 0.000 | 0.708 | 0.223 | 0.000 | 0.477 | 0.294 | 0.442 | 1.000 | 0.362 | 0.241 | 0.706 | 0.094 | 0.142 | 0.000 |
| p_total_l_mg_l | 0.222 | 0.394 | 0.179 | -0.020 | 0.217 | 0.390 | -0.068 | 0.131 | -0.033 | 0.288 | 0.297 | 0.408 | 0.778 | -0.136 | -0.488 | 0.448 | 0.382 | 0.375 | -0.033 | -0.452 | 0.362 | 1.000 | -0.095 | 0.144 | 0.198 | 0.067 | -0.014 |
| ph | 0.133 | 0.093 | 0.060 | 0.382 | -0.204 | 0.132 | 0.178 | 0.255 | 0.063 | -0.204 | -0.327 | 0.000 | -0.157 | -0.152 | 0.295 | 0.044 | 0.055 | -0.221 | 0.426 | 0.675 | 0.241 | -0.095 | 1.000 | 0.246 | -0.368 | -0.227 | 0.109 |
| sitios | 0.309 | 0.000 | 0.000 | 0.000 | 0.194 | 0.592 | 0.000 | 0.000 | 0.000 | 0.231 | 0.107 | 0.223 | 0.284 | 0.000 | 0.212 | 0.245 | 0.000 | 0.222 | 0.473 | 0.241 | 0.706 | 0.144 | 0.246 | 1.000 | 0.194 | 0.000 | 0.152 |
| tem_agua | 0.065 | 0.582 | 0.429 | -0.260 | -0.089 | 0.322 | -0.216 | -0.426 | 0.179 | 0.048 | 0.091 | 0.000 | -0.004 | 0.107 | -0.105 | 0.413 | 0.399 | -0.111 | 0.166 | -0.384 | 0.094 | 0.198 | -0.368 | 0.194 | 1.000 | 0.800 | 0.065 |
| tem_aire | 0.159 | 0.600 | 0.333 | -0.213 | -0.114 | 0.225 | -0.294 | -0.420 | 0.418 | 0.008 | 0.017 | 0.382 | -0.078 | 0.131 | -0.060 | 0.366 | 0.424 | -0.163 | 0.014 | -0.267 | 0.142 | 0.067 | -0.227 | 0.000 | 0.800 | 1.000 | -0.017 |
| turbiedad_ntu | 0.000 | 0.410 | 0.404 | -0.043 | -0.242 | 0.000 | 0.395 | -0.168 | -0.336 | -0.169 | -0.145 | 0.145 | -0.179 | -0.131 | 0.115 | 0.000 | 0.410 | -0.298 | 0.255 | 0.168 | 0.000 | -0.014 | 0.109 | 0.152 | 0.065 | -0.017 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| sitios | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l_menor_que | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Canal Villanueva y Río Luján | verano | 25.6 | 27.0 | 3.91 | 6.96 | False | False | False | True | 4000 | 1000 | 330 | 6.5 | 0.40 | 0.92 | 0.37 | 2.0 | 30.0 | 60.0 | 100.0 | 0.005 | 0.001 | 0.00000 | 0.15 | 42 | Extremadamente deteriorada |
| 1 | Canal Villanueva y Río Luján | otoño | 15.6 | 13.0 | 8.28 | 6.79 | False | False | False | False | 4000 | 200 | 50 | 3.0 | 0.98 | 0.20 | 0.20 | 4.1 | NaN | 30.0 | 110.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 48 | Muy deteriorada |
| 2 | Canal Villanueva y Río Luján | invierno | 14.8 | 13.0 | 9.90 | 7.09 | False | False | False | False | 1000 | 200 | 68 | 2.1 | 1.10 | 0.20 | 0.10 | 2.0 | 30.0 | 27.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 64 | Muy deteriorada |
| 3 | Canal Villanueva y Río Luján | primavera | 24.4 | 29.0 | 7.28 | 6.91 | False | False | False | True | 400 | 200 | 65 | 2.7 | 0.44 | 0.27 | 0.12 | 2.0 | 31.0 | 45.0 | 100.0 | 0.005 | 0.001 | 0.00356 | 0.20 | 55 | Muy deteriorada |
| 5 | Río Lujan y Arroyo Caraguatá | otoño | 15.7 | 13.0 | 6.90 | 7.00 | False | False | False | False | 30000 | 1000 | 800 | 2.9 | 0.57 | 0.19 | 0.20 | 4.3 | NaN | 30.0 | 150.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 39 | Extremadamente deteriorada |
| 6 | Río Lujan y Arroyo Caraguatá | invierno | 14.5 | 13.0 | 2.54 | 6.80 | False | False | False | False | 10000 | 2000 | 150 | 2.0 | 4.70 | 0.48 | 0.57 | 6.8 | 30.0 | 22.0 | 100.0 | 0.005 | 0.001 | 0.01300 | 0.20 | 43 | Extremadamente deteriorada |
| 7 | Río Lujan y Arroyo Caraguatá | primavera | 25.4 | 33.0 | 6.20 | 6.90 | False | False | False | True | 2000 | 1000 | 58 | 4.2 | 3.30 | 0.20 | 0.14 | 2.0 | 37.0 | 36.0 | 100.0 | 0.005 | 0.001 | 0.00415 | 0.20 | 48 | Muy deteriorada |
| 8 | Canal Aliviador y Río Lujan | verano | 24.6 | 24.0 | 1.21 | 7.12 | True | True | True | True | 20000 | 18000 | 4600 | 2.8 | 6.00 | 0.68 | 0.56 | 6.3 | 30.0 | 17.0 | 100.0 | 0.005 | 0.001 | 0.01300 | 0.15 | 26 | Extremadamente deteriorada |
| 9 | Canal Aliviador y Río Lujan | otoño | 15.7 | 13.0 | 4.82 | 7.04 | False | False | False | False | 80000 | 60000 | 5600 | 2.9 | 4.30 | 0.51 | 0.51 | 4.8 | 5.6 | 30.0 | 70.0 | 1.000 | 0.005 | 0.01000 | 1.00 | 36 | Extremadamente deteriorada |
| 10 | Canal Aliviador y Río Lujan | invierno | 14.7 | 14.0 | 2.30 | 6.80 | True | False | False | False | 30000 | 10000 | 240 | 2.0 | 3.00 | 0.57 | 0.58 | 5.0 | 30.0 | 21.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 34 | Extremadamente deteriorada |
| sitios | campaña | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | hidr_deriv_petr_ug_l | cr_total_mg_l | cd_total_mg_l_menor_que | clorofila_a_ug_l | microcistina_ug_l | ica | calidad_de_agua | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 153 | Playa La Bagliardi | verano | 20.0 | 26.0 | 5.09 | 7.43 | False | False | False | True | 1000 | 360 | 300 | 3.5 | 5.40 | 1.40 | 1.10 | 3.9 | 73.0 | 18.0 | 100.0 | 0.005 | 0.001 | 0.00500 | 0.15 | 42 | Extremadamente deteriorada |
| 155 | Playa La Bagliardi | invierno | 10.0 | 12.0 | 6.84 | 8.14 | True | True | True | True | 100000 | 30000 | 6200 | 2.0 | 13.00 | 1.50 | 1.50 | 5.5 | 125.0 | 8.7 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 28 | Extremadamente deteriorada |
| 156 | Balneario Municipal | verano | 21.0 | 27.0 | 5.89 | 7.79 | False | False | False | False | 400 | 20 | 180 | 3.3 | 0.98 | 0.78 | 1.10 | 2.4 | 30.0 | 210.0 | 100.0 | 13.000 | 0.005 | 0.01100 | 0.15 | 49 | Muy deteriorada |
| 158 | Balneario Municipal | invierno | 8.0 | 10.0 | 9.70 | 8.04 | False | False | False | False | 15000 | 1500 | 1000 | 4.2 | 0.20 | 0.56 | 0.44 | 7.0 | 30.0 | 29.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 41 | Extremadamente deteriorada |
| 159 | Playa La Bagliardi | primavera | 11.0 | 19.0 | 5.70 | 7.78 | False | True | False | True | 10000 | 700 | 300 | 2.0 | 0.90 | 1.10 | 1.20 | 3.0 | 50.0 | 4.9 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 39 | Extremadamente deteriorada |
| 160 | Balneario Municipal | primavera | 11.0 | 19.0 | 7.58 | 8.21 | False | False | False | False | 110 | 290 | 15 | 4.1 | 0.41 | 0.31 | 0.27 | 2.5 | 57.0 | 70.0 | 100.0 | 0.005 | 0.001 | 0.04153 | 0.20 | 62 | Muy deteriorada |
| 161 | Playa La Balandra | verano | 20.0 | 26.0 | 4.89 | 7.75 | False | False | False | False | 1200 | 400 | 240 | 3.3 | 1.80 | 0.73 | 0.42 | 2.7 | 30.0 | 5.3 | 100.0 | 0.005 | 0.001 | 0.00600 | 0.15 | 46 | Muy deteriorada |
| 163 | Playa La Balandra | invierno | 7.0 | 9.0 | 9.99 | 9.22 | False | False | False | False | 300 | 20 | 20 | 2.0 | 1.30 | 0.33 | 0.23 | 5.0 | 30.0 | 75.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 46 | Muy deteriorada |
| 164 | Playa La Balandra | invierno | 7.0 | 8.0 | 10.70 | 9.19 | False | False | False | False | 4200 | 80 | 240 | 2.0 | 0.70 | 0.45 | 0.22 | 7.3 | 37.0 | 75.0 | 100.0 | 0.005 | 0.001 | 0.01000 | 0.20 | 43 | Extremadamente deteriorada |
| 165 | Playa La Balandra | primavera | 11.0 | 19.0 | 8.29 | 8.39 | False | True | False | True | 3600 | 170 | 2 | 3.9 | 0.11 | 0.20 | 0.11 | 3.0 | 58.0 | 50.0 | 100.0 | 0.005 | 0.001 | 0.08366 | 0.20 | 49 | Muy deteriorada |